Novel neural algorithms based on fuzzy delta rules for solving fuzzy relation equations .1.
文献类型：期刊论文
| 作者 | Li, XZ; Ruan, D |
| 刊名 | FUZZY SETS AND SYSTEMS
 |
| 出版日期 | 1997-08-16 |
| 卷号 | 90期号:1页码:11-23 |
| 关键词 | fuzzy relation equation fuzzy delta rule max-min operator network max-times operator network fuzzy bidirectional associative memory |
| ISSN号 | 0165-0114 |
| 英文摘要 | Although there are some papers on using neural networks to solve fuzzy relation equations, they have some widespread problems. For example, the best learning rate cannot be decided easily and strict theoretic analyses on convergence of algorithms are not given due to the complexity in a given system. To overcome these problems, we present some novel neural algorithms in this paper. We first describe such algorithms for max-min operator networks, then we demonstrate these algorithms can also be extended to max-times operator network. important results include some improved fuzzy delta rules, a convergence theorem and an equivalence theorem which reflects fuzzy theory and neural networks can reach the same goal by different routes. The fuzzy bidirectional associative memory network and its training algorithms are also discussed. All important theorems are well-proved and a simulation and a comparison result with Blanco and Pedrycz are reported. (C) 1997 Elsevier Science B.V. |
| WOS研究方向 | Computer Science ; Mathematics |
| 语种 | 英语 |
| WOS记录号 | WOS:A1997XM41300002 |
| 出版者 | ELSEVIER SCIENCE BV |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/5466]  |
| 专题 | 中国科学院计算技术研究所期刊论文_英文 |
| 作者单位 | 1.CHINESE ACAD SCI,INST COMP TECHNOL,NATL RES CTR INTELLIGENT COMP SYST,NCIC,BEIJING 100080,PEOPLES R CHINA 2.NUCL RES CTR,FUZZY LOG & INTELLIGENT TECHNOL NUCL SCI,B-2400 MOL,BELGIUM |
| 推荐引用方式 GB/T 7714 | Li, XZ,Ruan, D. Novel neural algorithms based on fuzzy delta rules for solving fuzzy relation equations .1.[J]. FUZZY SETS AND SYSTEMS,1997,90(1):11-23. |
| APA | Li, XZ,&Ruan, D.(1997).Novel neural algorithms based on fuzzy delta rules for solving fuzzy relation equations .1..FUZZY SETS AND SYSTEMS,90(1),11-23. |
| MLA | Li, XZ,et al."Novel neural algorithms based on fuzzy delta rules for solving fuzzy relation equations .1.".FUZZY SETS AND SYSTEMS 90.1(1997):11-23. |
入库方式： OAI收割
来源：计算技术研究所
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